Overview

Dataset statistics

Number of variables28
Number of observations1628
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1016.2 KiB
Average record size in memory639.2 B

Variable types

NUM15
CAT11
BOOL2

Reproduction

Analysis started2020-06-14 15:52:45.633643
Analysis finished2020-06-14 15:53:32.372387
Duration46.74 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Behaviour has constant value "1" Constant
JobRole is highly correlated with DepartmentHigh correlation
Department is highly correlated with JobRoleHigh correlation
Id has unique values Unique
NumCompaniesWorked has 198 (12.2%) zeros Zeros
TrainingTimesLastYear has 74 (4.5%) zeros Zeros
YearsAtCompany has 73 (4.5%) zeros Zeros
YearsInCurrentRole has 361 (22.2%) zeros Zeros
YearsSinceLastPromotion has 696 (42.8%) zeros Zeros
YearsWithCurrManager has 414 (25.4%) zeros Zeros

Variables

Id
Real number (ℝ≥0)

UNIQUE

Distinct count1628
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean814.5
Minimum1
Maximum1628
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile82.35
Q1407.75
median814.5
Q31221.25
95-th percentile1546.65
Maximum1628
Range1627
Interquartile range (IQR)813.5

Descriptive statistics

Standard deviation470.1074345
Coefficient of variation (CV)0.577173032
Kurtosis-1.2
Mean814.5
Median Absolute Deviation (MAD)407
Skewness0
Sum1326006
Variance221001
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
162710.1%
 
109210.1%
 
107210.1%
 
107410.1%
 
107610.1%
 
107810.1%
 
108010.1%
 
108210.1%
 
108410.1%
 
108610.1%
 
108810.1%
 
109010.1%
 
109410.1%
 
111810.1%
 
109610.1%
 
109810.1%
 
110010.1%
 
110210.1%
 
110410.1%
 
110610.1%
 
110810.1%
 
111010.1%
 
111210.1%
 
111410.1%
 
107010.1%
 
Other values (1603)160398.5%
 
ValueCountFrequency (%) 
110.1%
 
210.1%
 
310.1%
 
410.1%
 
510.1%
 
610.1%
 
710.1%
 
810.1%
 
910.1%
 
1010.1%
 
ValueCountFrequency (%) 
162810.1%
 
162710.1%
 
162610.1%
 
162510.1%
 
162410.1%
 
162310.1%
 
162210.1%
 
162110.1%
 
162010.1%
 
161910.1%
 

Age
Real number (ℝ≥0)

Distinct count43
Unique (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.6455773955774
Minimum18
Maximum60
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum18
5-th percentile21
Q129
median34
Q342
95-th percentile53
Maximum60
Range42
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.481794355
Coefficient of variation (CV)0.2660019853
Kurtosis-0.4843929692
Mean35.6455774
Median Absolute Deviation (MAD)6
Skewness0.4315411626
Sum58031
Variance89.90442419
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
31925.7%
 
29855.2%
 
35804.9%
 
34734.5%
 
30704.3%
 
26684.2%
 
32654.0%
 
33603.7%
 
28583.6%
 
36553.4%
 
37533.3%
 
40523.2%
 
41523.2%
 
25472.9%
 
38472.9%
 
24462.8%
 
27422.6%
 
39412.5%
 
46402.5%
 
42382.3%
 
45372.3%
 
50362.2%
 
44342.1%
 
47311.9%
 
21301.8%
 
Other values (18)29618.2%
 
ValueCountFrequency (%) 
18130.8%
 
19231.4%
 
20271.7%
 
21301.8%
 
22130.8%
 
23161.0%
 
24462.8%
 
25472.9%
 
26684.2%
 
27422.6%
 
ValueCountFrequency (%) 
6030.2%
 
5980.5%
 
58150.9%
 
5730.2%
 
5690.6%
 
55291.8%
 
54110.7%
 
53221.4%
 
52161.0%
 
51221.4%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Travel_Rarely
1105
Travel_Frequently
403
Non-Travel
 
120
ValueCountFrequency (%) 
Travel_Rarely110567.9%
 
Travel_Frequently40324.8%
 
Non-Travel1207.4%
 

Length

Max length17
Median length13
Mean length13.76904177
Min length10

Overview of Unicode Properties

Unique unicode characters17
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e353915.8%
 
r313614.0%
 
l313614.0%
 
a273312.2%
 
T16287.3%
 
v16287.3%
 
_15086.7%
 
y15086.7%
 
R11054.9%
 
n5232.3%
 
F4031.8%
 
q4031.8%
 
u4031.8%
 
t4031.8%
 
N1200.5%
 
o1200.5%
 
-1200.5%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter1753278.2%
 
Uppercase Letter325614.5%
 
Connector Punctuation15086.7%
 
Dash Punctuation1200.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
T162850.0%
 
R110533.9%
 
F40312.4%
 
N1203.7%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e353920.2%
 
r313617.9%
 
l313617.9%
 
a273315.6%
 
v16289.3%
 
y15088.6%
 
n5233.0%
 
q4032.3%
 
u4032.3%
 
t4032.3%
 
o1200.7%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-120100.0%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_1508100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin2078892.7%
 
Common16287.3%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e353917.0%
 
r313615.1%
 
l313615.1%
 
a273313.1%
 
T16287.8%
 
v16287.8%
 
y15087.3%
 
R11055.3%
 
n5232.5%
 
F4031.9%
 
q4031.9%
 
u4031.9%
 
t4031.9%
 
N1200.6%
 
o1200.6%
 

Most frequent Common characters

ValueCountFrequency (%) 
_150892.6%
 
-1207.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII22416100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e353915.8%
 
r313614.0%
 
l313614.0%
 
a273312.2%
 
T16287.3%
 
v16287.3%
 
_15086.7%
 
y15086.7%
 
R11054.9%
 
n5232.3%
 
F4031.8%
 
q4031.8%
 
u4031.8%
 
t4031.8%
 
N1200.5%
 
o1200.5%
 
-1200.5%
 

Department
Categorical

HIGH CORRELATION

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Research & Development
979
Sales
568
Human Resources
 
81
ValueCountFrequency (%) 
Research & Development97960.1%
 
Sales56834.9%
 
Human Resources815.0%
 

Length

Max length22
Median length22
Mean length15.72051597
Min length5

Overview of Unicode Properties

Unique unicode characters20
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e562522.0%
 
20398.0%
 
s17096.7%
 
a16286.4%
 
l15476.0%
 
R10604.1%
 
r10604.1%
 
c10604.1%
 
o10604.1%
 
m10604.1%
 
n10604.1%
 
h9793.8%
 
&9793.8%
 
D9793.8%
 
v9793.8%
 
p9793.8%
 
t9793.8%
 
S5682.2%
 
u1620.6%
 
H810.3%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter1988777.7%
 
Uppercase Letter268810.5%
 
Space Separator20398.0%
 
Other Punctuation9793.8%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
R106039.4%
 
D97936.4%
 
S56821.1%
 
H813.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e562528.3%
 
s17098.6%
 
a16288.2%
 
l15477.8%
 
r10605.3%
 
c10605.3%
 
o10605.3%
 
m10605.3%
 
n10605.3%
 
h9794.9%
 
v9794.9%
 
p9794.9%
 
t9794.9%
 
u1620.8%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
2039100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
&979100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin2257588.2%
 
Common301811.8%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e562524.9%
 
s17097.6%
 
a16287.2%
 
l15476.9%
 
R10604.7%
 
r10604.7%
 
c10604.7%
 
o10604.7%
 
m10604.7%
 
n10604.7%
 
h9794.3%
 
D9794.3%
 
v9794.3%
 
p9794.3%
 
t9794.3%
 
S5682.5%
 
u1620.7%
 
H810.4%
 

Most frequent Common characters

ValueCountFrequency (%) 
203967.6%
 
&97932.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII25593100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e562522.0%
 
20398.0%
 
s17096.7%
 
a16286.4%
 
l15476.0%
 
R10604.1%
 
r10604.1%
 
c10604.1%
 
o10604.1%
 
m10604.1%
 
n10604.1%
 
h9793.8%
 
&9793.8%
 
D9793.8%
 
v9793.8%
 
p9793.8%
 
t9793.8%
 
S5682.2%
 
u1620.6%
 
H810.3%
 

DistanceFromHome
Real number (ℝ≥0)

Distinct count29
Unique (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.735257985257986
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median8
Q315
95-th percentile26
Maximum29
Range28
Interquartile range (IQR)13

Descriptive statistics

Standard deviation8.306546029
Coefficient of variation (CV)0.8532435445
Kurtosis-0.4260285132
Mean9.735257985
Median Absolute Deviation (MAD)6
Skewness0.8685624445
Sum15849
Variance68.99870694
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
121413.1%
 
221113.0%
 
91297.9%
 
10905.5%
 
3845.2%
 
7825.0%
 
4774.7%
 
5764.7%
 
8764.7%
 
6563.4%
 
24482.9%
 
29412.5%
 
16362.2%
 
25332.0%
 
11332.0%
 
12301.8%
 
18281.7%
 
15271.7%
 
14261.6%
 
20261.6%
 
21261.6%
 
22261.6%
 
26261.6%
 
28251.5%
 
13241.5%
 
Other values (4)784.8%
 
ValueCountFrequency (%) 
121413.1%
 
221113.0%
 
3845.2%
 
4774.7%
 
5764.7%
 
6563.4%
 
7825.0%
 
8764.7%
 
91297.9%
 
10905.5%
 
ValueCountFrequency (%) 
29412.5%
 
28251.5%
 
27130.8%
 
26261.6%
 
25332.0%
 
24482.9%
 
23221.4%
 
22261.6%
 
21261.6%
 
20261.6%
 

Education
Real number (ℝ≥0)

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.8845208845208847
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.020469638
Coefficient of variation (CV)0.3537743976
Kurtosis-0.5845982845
Mean2.884520885
Median Absolute Deviation (MAD)1
Skewness-0.3164886709
Sum4696
Variance1.041358283
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
364439.6%
 
443426.7%
 
230618.8%
 
120112.3%
 
5432.6%
 
ValueCountFrequency (%) 
120112.3%
 
230618.8%
 
364439.6%
 
443426.7%
 
5432.6%
 
ValueCountFrequency (%) 
5432.6%
 
443426.7%
 
364439.6%
 
230618.8%
 
120112.3%
 

EducationField
Categorical

Distinct count6
Unique (%)0.4%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Life Sciences
623
Medical
521
Marketing
197
Technical Degree
162
Other
 
85
ValueCountFrequency (%) 
Life Sciences62338.3%
 
Medical52132.0%
 
Marketing19712.1%
 
Technical Degree16210.0%
 
Other855.2%
 
Human Resources402.5%
 

Length

Max length16
Median length13
Mean length10.52579853
Min length5

Overview of Unicode Properties

Unique unicode characters26
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e340019.8%
 
c213112.4%
 
i212612.4%
 
n10226.0%
 
a9205.4%
 
8254.8%
 
M7184.2%
 
s7034.1%
 
l6834.0%
 
L6233.6%
 
f6233.6%
 
S6233.6%
 
d5213.0%
 
r4842.8%
 
g3592.1%
 
t2821.6%
 
h2471.4%
 
k1971.1%
 
T1620.9%
 
D1620.9%
 
O850.5%
 
u800.5%
 
H400.2%
 
m400.2%
 
R400.2%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter1385880.9%
 
Uppercase Letter245314.3%
 
Space Separator8254.8%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
M71829.3%
 
L62325.4%
 
S62325.4%
 
T1626.6%
 
D1626.6%
 
O853.5%
 
H401.6%
 
R401.6%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e340024.5%
 
c213115.4%
 
i212615.3%
 
n10227.4%
 
a9206.6%
 
s7035.1%
 
l6834.9%
 
f6234.5%
 
d5213.8%
 
r4843.5%
 
g3592.6%
 
t2822.0%
 
h2471.8%
 
k1971.4%
 
u800.6%
 
m400.3%
 
o400.3%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
825100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin1631195.2%
 
Common8254.8%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e340020.8%
 
c213113.1%
 
i212613.0%
 
n10226.3%
 
a9205.6%
 
M7184.4%
 
s7034.3%
 
l6834.2%
 
L6233.8%
 
f6233.8%
 
S6233.8%
 
d5213.2%
 
r4843.0%
 
g3592.2%
 
t2821.7%
 
h2471.5%
 
k1971.2%
 
T1621.0%
 
D1621.0%
 
O850.5%
 
u800.5%
 
H400.2%
 
m400.2%
 
R400.2%
 
o400.2%
 

Most frequent Common characters

ValueCountFrequency (%) 
825100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII17136100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e340019.8%
 
c213112.4%
 
i212612.4%
 
n10226.0%
 
a9205.4%
 
8254.8%
 
M7184.2%
 
s7034.1%
 
l6834.0%
 
L6233.6%
 
f6233.6%
 
S6233.6%
 
d5213.0%
 
r4842.8%
 
g3592.1%
 
t2821.6%
 
h2471.4%
 
k1971.1%
 
T1620.9%
 
D1620.9%
 
O850.5%
 
u800.5%
 
H400.2%
 
m400.2%
 
R400.2%
 

EmployeeNumber
Real number (ℝ≥0)

Distinct count1000
Unique (%)61.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1000.9858722358722
Minimum1
Maximum2068
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile90.35
Q1509.25
median977
Q31494
95-th percentile1953.95
Maximum2068
Range2067
Interquartile range (IQR)984.75

Descriptive statistics

Standard deviation585.4176938
Coefficient of variation (CV)0.5848411152
Kurtosis-1.136645074
Mean1000.985872
Median Absolute Deviation (MAD)491
Skewness0.08723216791
Sum1629605
Variance342713.8763
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
150.3%
 
51450.3%
 
148650.3%
 
47850.3%
 
48550.3%
 
146750.3%
 
145750.3%
 
48850.3%
 
49250.3%
 
49450.3%
 
143950.3%
 
51050.3%
 
142750.3%
 
142150.3%
 
142050.3%
 
140550.3%
 
149450.3%
 
53850.3%
 
137950.3%
 
55550.3%
 
137250.3%
 
56550.3%
 
56650.3%
 
133350.3%
 
133150.3%
 
Other values (975)150392.3%
 
ValueCountFrequency (%) 
150.3%
 
210.1%
 
450.3%
 
510.1%
 
810.1%
 
1010.1%
 
1110.1%
 
1210.1%
 
1310.1%
 
1410.1%
 
ValueCountFrequency (%) 
206810.1%
 
206210.1%
 
206110.1%
 
206010.1%
 
205710.1%
 
205550.3%
 
205410.1%
 
205310.1%
 
205210.1%
 
205110.1%
 
Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
480
4
472
1
372
2
304
ValueCountFrequency (%) 
348029.5%
 
447229.0%
 
137222.9%
 
230418.7%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
348029.5%
 
447229.0%
 
137222.9%
 
230418.7%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1628100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
348029.5%
 
447229.0%
 
137222.9%
 
230418.7%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1628100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
348029.5%
 
447229.0%
 
137222.9%
 
230418.7%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1628100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
348029.5%
 
447229.0%
 
137222.9%
 
230418.7%
 

Gender
Categorical

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Male
996
Female
632
ValueCountFrequency (%) 
Male99661.2%
 
Female63238.8%
 

Length

Max length6
Median length4
Mean length4.776412776
Min length4

Overview of Unicode Properties

Unique unicode characters6
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e226029.1%
 
a162820.9%
 
l162820.9%
 
M99612.8%
 
F6328.1%
 
m6328.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter614879.1%
 
Uppercase Letter162820.9%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
M99661.2%
 
F63238.8%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e226036.8%
 
a162826.5%
 
l162826.5%
 
m63210.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin7776100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e226029.1%
 
a162820.9%
 
l162820.9%
 
M99612.8%
 
F6328.1%
 
m6328.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII7776100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e226029.1%
 
a162820.9%
 
l162820.9%
 
M99612.8%
 
F6328.1%
 
m6328.1%
 

JobInvolvement
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
925
2
447
4
 
130
1
 
126
ValueCountFrequency (%) 
392556.8%
 
244727.5%
 
41308.0%
 
11267.7%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
392556.8%
 
244727.5%
 
41308.0%
 
11267.7%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1628100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
392556.8%
 
244727.5%
 
41308.0%
 
11267.7%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1628100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
392556.8%
 
244727.5%
 
41308.0%
 
11267.7%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1628100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
392556.8%
 
244727.5%
 
41308.0%
 
11267.7%
 

JobRole
Categorical

HIGH CORRELATION

Distinct count9
Unique (%)0.6%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Sales Executive
365
Research Scientist
341
Laboratory Technician
310
Sales Representative
172
Manufacturing Director
121
Other values (4)
319
ValueCountFrequency (%) 
Sales Executive36522.4%
 
Research Scientist34120.9%
 
Laboratory Technician31019.0%
 
Sales Representative17210.6%
 
Manufacturing Director1217.4%
 
Healthcare Representative1106.8%
 
Manager905.5%
 
Human Resources724.4%
 
Research Director472.9%
 

Length

Max length25
Median length18
Mean length18.11056511
Min length7

Overview of Unicode Properties

Unique unicode characters29
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e444415.1%
 
a28519.7%
 
t23207.9%
 
i22387.6%
 
c21857.4%
 
r20196.8%
 
s16925.7%
 
n16475.6%
 
15385.2%
 
S8783.0%
 
o8602.9%
 
h8082.7%
 
u7512.5%
 
R7422.5%
 
l6472.2%
 
v6472.2%
 
E3651.2%
 
x3651.2%
 
L3101.1%
 
b3101.1%
 
y3101.1%
 
T3101.1%
 
p2821.0%
 
M2110.7%
 
g2110.7%
 
Other values (4)5431.8%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter2478084.0%
 
Uppercase Letter316610.7%
 
Space Separator15385.2%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
S87827.7%
 
R74223.4%
 
E36511.5%
 
L3109.8%
 
T3109.8%
 
M2116.7%
 
H1825.7%
 
D1685.3%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e444417.9%
 
a285111.5%
 
t23209.4%
 
i22389.0%
 
c21858.8%
 
r20198.1%
 
s16926.8%
 
n16476.6%
 
o8603.5%
 
h8083.3%
 
u7513.0%
 
l6472.6%
 
v6472.6%
 
x3651.5%
 
b3101.3%
 
y3101.3%
 
p2821.1%
 
g2110.9%
 
f1210.5%
 
m720.3%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
1538100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin2794694.8%
 
Common15385.2%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e444415.9%
 
a285110.2%
 
t23208.3%
 
i22388.0%
 
c21857.8%
 
r20197.2%
 
s16926.1%
 
n16475.9%
 
S8783.1%
 
o8603.1%
 
h8082.9%
 
u7512.7%
 
R7422.7%
 
l6472.3%
 
v6472.3%
 
E3651.3%
 
x3651.3%
 
L3101.1%
 
b3101.1%
 
y3101.1%
 
T3101.1%
 
p2821.0%
 
M2110.8%
 
g2110.8%
 
H1820.7%
 
Other values (3)3611.3%
 

Most frequent Common characters

ValueCountFrequency (%) 
1538100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII29484100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e444415.1%
 
a28519.7%
 
t23207.9%
 
i22387.6%
 
c21857.4%
 
r20196.8%
 
s16925.7%
 
n16475.6%
 
15385.2%
 
S8783.0%
 
o8602.9%
 
h8082.7%
 
u7512.5%
 
R7422.5%
 
l6472.2%
 
v6472.2%
 
E3651.2%
 
x3651.2%
 
L3101.1%
 
b3101.1%
 
y3101.1%
 
T3101.1%
 
p2821.0%
 
M2110.7%
 
g2110.7%
 
Other values (4)5431.8%
 

JobSatisfaction
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
529
4
434
1
356
2
309
ValueCountFrequency (%) 
352932.5%
 
443426.7%
 
135621.9%
 
230919.0%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
352932.5%
 
443426.7%
 
135621.9%
 
230919.0%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1628100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
352932.5%
 
443426.7%
 
135621.9%
 
230919.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1628100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
352932.5%
 
443426.7%
 
135621.9%
 
230919.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1628100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
352932.5%
 
443426.7%
 
135621.9%
 
230919.0%
 

MaritalStatus
Categorical

Distinct count3
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
Married
681
Single
630
Divorced
317
ValueCountFrequency (%) 
Married68141.8%
 
Single63038.7%
 
Divorced31719.5%
 

Length

Max length8
Median length7
Mean length6.807739558
Min length6

Overview of Unicode Properties

Unique unicode characters14
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
r167915.1%
 
i162814.7%
 
e162814.7%
 
d9989.0%
 
M6816.1%
 
a6816.1%
 
S6305.7%
 
n6305.7%
 
g6305.7%
 
l6305.7%
 
D3172.9%
 
v3172.9%
 
o3172.9%
 
c3172.9%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter945585.3%
 
Uppercase Letter162814.7%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
M68141.8%
 
S63038.7%
 
D31719.5%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
r167917.8%
 
i162817.2%
 
e162817.2%
 
d99810.6%
 
a6817.2%
 
n6306.7%
 
g6306.7%
 
l6306.7%
 
v3173.4%
 
o3173.4%
 
c3173.4%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin11083100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
r167915.1%
 
i162814.7%
 
e162814.7%
 
d9989.0%
 
M6816.1%
 
a6816.1%
 
S6305.7%
 
n6305.7%
 
g6305.7%
 
l6305.7%
 
D3172.9%
 
v3172.9%
 
o3172.9%
 
c3172.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII11083100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
r167915.1%
 
i162814.7%
 
e162814.7%
 
d9989.0%
 
M6816.1%
 
a6816.1%
 
S6305.7%
 
n6305.7%
 
g6305.7%
 
l6305.7%
 
D3172.9%
 
v3172.9%
 
o3172.9%
 
c3172.9%
 

MonthlyIncome
Real number (ℝ≥0)

Distinct count941
Unique (%)57.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5785.52457002457
Minimum1009
Maximum19999
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1009
5-th percentile2048.9
Q12625
median4304
Q37124.25
95-th percentile16539.7
Maximum19999
Range18990
Interquartile range (IQR)4499.25

Descriptive statistics

Standard deviation4339.293147
Coefficient of variation (CV)0.7500258783
Kurtosis1.863724432
Mean5785.52457
Median Absolute Deviation (MAD)1896.5
Skewness1.561332502
Sum9418834
Variance18829465.02
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2404110.7%
 
5346100.6%
 
238070.4%
 
234270.4%
 
261070.4%
 
982460.4%
 
256460.4%
 
290960.4%
 
232360.4%
 
288660.4%
 
340760.4%
 
269360.4%
 
1009660.4%
 
204460.4%
 
203360.4%
 
274160.4%
 
297360.4%
 
374350.3%
 
234050.3%
 
155550.3%
 
232550.3%
 
265750.3%
 
477750.3%
 
265550.3%
 
310250.3%
 
Other values (916)147490.5%
 
ValueCountFrequency (%) 
100950.3%
 
105110.1%
 
105210.1%
 
108150.3%
 
111850.3%
 
112910.1%
 
120010.1%
 
122310.1%
 
123210.1%
 
128110.1%
 
ValueCountFrequency (%) 
1999910.1%
 
1997310.1%
 
1992610.1%
 
1985950.3%
 
1984710.1%
 
1983310.1%
 
1966510.1%
 
1965810.1%
 
1963610.1%
 
1962610.1%
 

NumCompaniesWorked
Real number (ℝ≥0)

ZEROS

Distinct count10
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7616707616707616
Minimum0
Maximum9
Zeros198
Zeros (%)12.2%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.54999527
Coefficient of variation (CV)0.92335238
Kurtosis-0.1540142041
Mean2.761670762
Median Absolute Deviation (MAD)1
Skewness0.9859588452
Sum4496
Variance6.502475879
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
160737.3%
 
019812.2%
 
31549.5%
 
21529.3%
 
41469.0%
 
6986.0%
 
7905.5%
 
5704.3%
 
9674.1%
 
8462.8%
 
ValueCountFrequency (%) 
019812.2%
 
160737.3%
 
21529.3%
 
31549.5%
 
41469.0%
 
5704.3%
 
6986.0%
 
7905.5%
 
8462.8%
 
9674.1%
 
ValueCountFrequency (%) 
9674.1%
 
8462.8%
 
7905.5%
 
6986.0%
 
5704.3%
 
41469.0%
 
31549.5%
 
21529.3%
 
160737.3%
 
019812.2%
 

OverTime
Boolean

Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
No
1000
Yes
628
ValueCountFrequency (%) 
No100061.4%
 
Yes62838.6%
 

PercentSalaryHike
Real number (ℝ≥0)

Distinct count15
Unique (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.207616707616708
Minimum11
Maximum25
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum11
5-th percentile11
Q112
median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.686703092
Coefficient of variation (CV)0.2424247772
Kurtosis-0.2771366513
Mean15.20761671
Median Absolute Deviation (MAD)2
Skewness0.8311232246
Sum24758
Variance13.59177969
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1124314.9%
 
1222213.6%
 
1321913.5%
 
1419912.2%
 
151287.9%
 
161036.3%
 
171006.1%
 
18935.7%
 
22684.2%
 
19684.2%
 
21563.4%
 
20503.1%
 
23322.0%
 
24291.8%
 
25181.1%
 
ValueCountFrequency (%) 
1124314.9%
 
1222213.6%
 
1321913.5%
 
1419912.2%
 
151287.9%
 
161036.3%
 
171006.1%
 
18935.7%
 
19684.2%
 
20503.1%
 
ValueCountFrequency (%) 
25181.1%
 
24291.8%
 
23322.0%
 
22684.2%
 
21563.4%
 
20503.1%
 
19684.2%
 
18935.7%
 
171006.1%
 
161036.3%
 
Distinct count2
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
3
1375
4
 
253
ValueCountFrequency (%) 
3137584.5%
 
425315.5%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters2
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
3137584.5%
 
425315.5%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1628100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
3137584.5%
 
425315.5%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1628100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
3137584.5%
 
425315.5%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1628100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
3137584.5%
 
425315.5%
 

StockOptionLevel
Categorical

Distinct count4
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
0
836
1
557
2
 
135
3
 
100
ValueCountFrequency (%) 
083651.4%
 
155734.2%
 
21358.3%
 
31006.1%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
083651.4%
 
155734.2%
 
21358.3%
 
31006.1%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1628100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
083651.4%
 
155734.2%
 
21358.3%
 
31006.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1628100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
083651.4%
 
155734.2%
 
21358.3%
 
31006.1%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1628100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
083651.4%
 
155734.2%
 
21358.3%
 
31006.1%
 

TotalWorkingYears
Real number (ℝ≥0)

Distinct count39
Unique (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.949017199017199
Minimum0
Maximum38
Zeros15
Zeros (%)0.9%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile1
Q15
median8
Q313
95-th percentile25
Maximum38
Range38
Interquartile range (IQR)8

Descriptive statistics

Standard deviation7.482935655
Coefficient of variation (CV)0.7521281253
Kurtosis1.147729867
Mean9.949017199
Median Absolute Deviation (MAD)4
Skewness1.169746211
Sum16197
Variance55.99432602
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1018511.4%
 
11609.8%
 
61358.3%
 
81257.7%
 
71096.7%
 
5986.0%
 
9905.5%
 
4794.9%
 
2613.7%
 
3593.6%
 
12523.2%
 
15412.5%
 
17362.2%
 
18362.2%
 
11342.1%
 
14332.0%
 
20311.9%
 
19271.7%
 
16271.7%
 
21251.5%
 
22241.5%
 
13231.4%
 
24181.1%
 
0150.9%
 
26150.9%
 
Other values (14)905.5%
 
ValueCountFrequency (%) 
0150.9%
 
11609.8%
 
2613.7%
 
3593.6%
 
4794.9%
 
5986.0%
 
61358.3%
 
71096.7%
 
81257.7%
 
9905.5%
 
ValueCountFrequency (%) 
3810.1%
 
3740.2%
 
3630.2%
 
3520.1%
 
3490.6%
 
3340.2%
 
3250.3%
 
3140.2%
 
3060.4%
 
2980.5%
 

TrainingTimesLastYear
Real number (ℝ≥0)

ZEROS

Distinct count7
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7524570024570023
Minimum0
Maximum6
Zeros74
Zeros (%)4.5%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile1
Q12
median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.288032994
Coefficient of variation (CV)0.4679575349
Kurtosis0.4875250536
Mean2.752457002
Median Absolute Deviation (MAD)1
Skewness0.4665967456
Sum4481
Variance1.659028993
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
261037.5%
 
353432.8%
 
41398.5%
 
51338.2%
 
1784.8%
 
0744.5%
 
6603.7%
 
ValueCountFrequency (%) 
0744.5%
 
1784.8%
 
261037.5%
 
353432.8%
 
41398.5%
 
51338.2%
 
6603.7%
 
ValueCountFrequency (%) 
6603.7%
 
51338.2%
 
41398.5%
 
353432.8%
 
261037.5%
 
1784.8%
 
0744.5%
 

YearsAtCompany
Real number (ℝ≥0)

ZEROS

Distinct count36
Unique (%)2.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.092751842751842
Minimum0
Maximum37
Zeros73
Zeros (%)4.5%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile1
Q12
median5
Q38
95-th percentile20
Maximum37
Range37
Interquartile range (IQR)6

Descriptive statistics

Standard deviation5.921167973
Coefficient of variation (CV)0.971838034
Kurtosis4.775165785
Mean6.092751843
Median Absolute Deviation (MAD)3
Skewness1.943081467
Sum9919
Variance35.06023016
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
128317.4%
 
518311.2%
 
217610.8%
 
31398.5%
 
41197.3%
 
101177.2%
 
7885.4%
 
8825.0%
 
9794.9%
 
6794.9%
 
0734.5%
 
13241.5%
 
11211.3%
 
20211.3%
 
15181.1%
 
14181.1%
 
21140.9%
 
17130.8%
 
1890.6%
 
1990.6%
 
2290.6%
 
3390.6%
 
2480.5%
 
1680.5%
 
1270.4%
 
Other values (11)221.4%
 
ValueCountFrequency (%) 
0734.5%
 
128317.4%
 
217610.8%
 
31398.5%
 
41197.3%
 
518311.2%
 
6794.9%
 
7885.4%
 
8825.0%
 
9794.9%
 
ValueCountFrequency (%) 
3710.1%
 
3620.1%
 
3410.1%
 
3390.6%
 
3210.1%
 
3120.1%
 
3010.1%
 
2910.1%
 
2720.1%
 
2640.2%
 

YearsInCurrentRole
Real number (ℝ≥0)

ZEROS

Distinct count19
Unique (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.614864864864865
Minimum0
Maximum18
Zeros361
Zeros (%)22.2%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q37
95-th percentile10
Maximum18
Range18
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.481050667
Coefficient of variation (CV)0.9629822407
Kurtosis0.9004442433
Mean3.614864865
Median Absolute Deviation (MAD)2
Skewness1.115556872
Sum5885
Variance12.11771375
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
243726.8%
 
036122.2%
 
721913.5%
 
31438.8%
 
41096.7%
 
1845.2%
 
8764.7%
 
9573.5%
 
10261.6%
 
6251.5%
 
5251.5%
 
13171.0%
 
11161.0%
 
1290.6%
 
1490.6%
 
1550.3%
 
1650.3%
 
1730.2%
 
1820.1%
 
ValueCountFrequency (%) 
036122.2%
 
1845.2%
 
243726.8%
 
31438.8%
 
41096.7%
 
5251.5%
 
6251.5%
 
721913.5%
 
8764.7%
 
9573.5%
 
ValueCountFrequency (%) 
1820.1%
 
1730.2%
 
1650.3%
 
1550.3%
 
1490.6%
 
13171.0%
 
1290.6%
 
11161.0%
 
10261.6%
 
9573.5%
 

YearsSinceLastPromotion
Real number (ℝ≥0)

ZEROS

Distinct count16
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0491400491400493
Minimum0
Maximum15
Zeros696
Zeros (%)42.8%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile9
Maximum15
Range15
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.138286755
Coefficient of variation (CV)1.53151404
Kurtosis4.06794973
Mean2.049140049
Median Absolute Deviation (MAD)1
Skewness2.071732248
Sum3336
Variance9.848843759
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
069642.8%
 
136322.3%
 
220012.3%
 
7986.0%
 
4563.4%
 
3432.6%
 
6392.4%
 
5322.0%
 
9211.3%
 
11191.2%
 
15130.8%
 
14110.7%
 
13110.7%
 
8110.7%
 
1090.6%
 
1260.4%
 
ValueCountFrequency (%) 
069642.8%
 
136322.3%
 
220012.3%
 
3432.6%
 
4563.4%
 
5322.0%
 
6392.4%
 
7986.0%
 
8110.7%
 
9211.3%
 
ValueCountFrequency (%) 
15130.8%
 
14110.7%
 
13110.7%
 
1260.4%
 
11191.2%
 
1090.6%
 
9211.3%
 
8110.7%
 
7986.0%
 
6392.4%
 

YearsWithCurrManager
Real number (ℝ≥0)

ZEROS

Distinct count18
Unique (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.5515970515970516
Minimum0
Maximum17
Zeros414
Zeros (%)25.4%
Memory size12.8 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q37
95-th percentile10
Maximum17
Range17
Interquartile range (IQR)7

Descriptive statistics

Standard deviation3.494368623
Coefficient of variation (CV)0.983886565
Kurtosis0.516470596
Mean3.551597052
Median Absolute Deviation (MAD)2
Skewness1.015048751
Sum5782
Variance12.21061208
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
041425.4%
 
236822.6%
 
722113.6%
 
31489.1%
 
8986.0%
 
4955.8%
 
1945.8%
 
9472.9%
 
5291.8%
 
10271.7%
 
6251.5%
 
11150.9%
 
12130.8%
 
14130.8%
 
13100.6%
 
1550.3%
 
1750.3%
 
1610.1%
 
ValueCountFrequency (%) 
041425.4%
 
1945.8%
 
236822.6%
 
31489.1%
 
4955.8%
 
5291.8%
 
6251.5%
 
722113.6%
 
8986.0%
 
9472.9%
 
ValueCountFrequency (%) 
1750.3%
 
1610.1%
 
1550.3%
 
14130.8%
 
13100.6%
 
12130.8%
 
11150.9%
 
10271.7%
 
9472.9%
 
8986.0%
 

CommunicationSkill
Real number (ℝ≥0)

Distinct count5
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.135749385749386
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size12.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.408770357
Coefficient of variation (CV)0.4492611442
Kurtosis-1.291879611
Mean3.135749386
Median Absolute Deviation (MAD)1
Skewness-0.1069868546
Sum5105
Variance1.984633919
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
537523.0%
 
434221.0%
 
232520.0%
 
331319.2%
 
127316.8%
 
ValueCountFrequency (%) 
127316.8%
 
232520.0%
 
331319.2%
 
434221.0%
 
537523.0%
 
ValueCountFrequency (%) 
537523.0%
 
434221.0%
 
331319.2%
 
232520.0%
 
127316.8%
 

Behaviour
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size12.8 KiB
1
1628
ValueCountFrequency (%) 
11628100.0%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

IdAgeBusinessTravelDepartmentDistanceFromHomeEducationEducationFieldEmployeeNumberEnvironmentSatisfactionGenderJobInvolvementJobRoleJobSatisfactionMaritalStatusMonthlyIncomeNumCompaniesWorkedOverTimePercentSalaryHikePerformanceRatingStockOptionLevelTotalWorkingYearsTrainingTimesLastYearYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManagerCommunicationSkillBehaviour
0130Non-TravelResearch & Development23Medical5713Female3Laboratory Technician4Single25640No14301221176741
1236Travel_RarelyResearch & Development124Life Sciences16143Female3Manufacturing Director3Married46639Yes123272321121
2355Travel_RarelySales21Medical8423Male3Sales Executive4Single51604No1630123977351
3439Travel_RarelyResearch & Development241Life Sciences20141Male3Research Scientist4Single41087No1330182771741
4537Travel_RarelyResearch & Development33Other6893Male3Manufacturing Director3Married94341No15311021077811
5631Travel_RarelySales74Life Sciences9412Male2Sales Representative3Married23293No1530132775221
6732Travel_RarelyResearch & Development13Life Sciences3314Male2Laboratory Technician3Single37300Yes143042321211
7833Travel_RarelyResearch & Development44Medical15021Female2Laboratory Technician2Married38388No113085540251
8935Travel_FrequentlySales112Marketing11374Male3Sales Executive4Divorced49681No113153520241
91021Travel_RarelySales71Marketing17802Male3Sales Representative2Single26791No133013101051

Last rows

IdAgeBusinessTravelDepartmentDistanceFromHomeEducationEducationFieldEmployeeNumberEnvironmentSatisfactionGenderJobInvolvementJobRoleJobSatisfactionMaritalStatusMonthlyIncomeNumCompaniesWorkedOverTimePercentSalaryHikePerformanceRatingStockOptionLevelTotalWorkingYearsTrainingTimesLastYearYearsAtCompanyYearsInCurrentRoleYearsSinceLastPromotionYearsWithCurrManagerCommunicationSkillBehaviour
1618161929Travel_RarelySales93Marketing17522Female1Sales Representative2Single27601No133023222221
1619162026Travel_RarelySales83Technical Degree7964Male2Sales Executive1Single53266No173062431251
1620162133Travel_FrequentlyResearch & Development33Life Sciences7021Male3Research Scientist1Single33481Yes11301031089741
1621162220Travel_RarelyResearch & Development101Medical7014Male3Research Scientist3Single10091Yes113015101141
1622162349Travel_RarelySales113Marketing8403Female3Sales Executive4Married76541No183293987721
1623162442Travel_FrequentlyResearch & Development193Medical7523Male4Research Scientist3Divorced27596Yes123072222231
1624162555Travel_RarelySales21Medical8423Male3Sales Executive4Single51604No1630123977351
1625162625Travel_RarelySales92Life Sciences14391Male2Sales Representative1Married44003No123062322251
1626162729Travel_RarelyHuman Resources133Human Resources18441Male2Human Resources1Divorced23354Yes153343222051
1627162829Travel_RarelyResearch & Development181Medical3153Male2Research Scientist4Single23891Yes133043430121